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Paper Citation Record · LEDGER

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces

As of 20 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2504.20782.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.20782 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:23:40.621617Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

40 of 40 outbound references displayed

  • verified exact7
  • verified fuzzy1
  • unresolved30
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7cfc54ea-1b4d-48a3-8352-15d73583b055 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 1

Resolution
malformed identifier
no resolver link, observed 2026-08-16T05:23:40.149879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.149879Z digest=sha256:6ef31317091dff3bcef96661bec5803a5baae6f07f7216de20cb8fac7de7d076

Observation 8bf43129-8ef1-4f84-bf36-3b1c7e9ffc2f · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:23:41.917288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.154762Z digest=sha256:ea296eb9602bbccc11f513858922d18a66799fbf7fd56577638fdcb8e409c26a

Observation b02a7264-2ea4-46ab-a35b-6eb13700569b · outbound

This paper cites Akiki, Arosha K.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Akiki, Arosha K

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.158593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.158593Z digest=sha256:e009c8ce43975942772ceacdac3639530dca55b967079894d005b3f57845ab9c

Observation 7b2cd57e-3757-461a-a831-92bc5c041edd · outbound

This paper cites Reinforcement Learning through Asynchronous Advantage Actor-Critic on a GPU.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Reinforcement Learning through Asynchronous Advantage Actor-Critic on a GPU

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.163385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.163385Z digest=sha256:eb479af65456d824b7d8d3bb53a1ede356cdbe56a5898aee386af8485a567a37

Observation 7f82c0b8-3af2-4e84-939d-4e5a14fc0cad · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.167796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.167796Z digest=sha256:fda986246bb78c2a57ce5a429867b57f7d03ea6cf9a6265915bc96c4d5c6ae50

Observation 4a09316b-8428-49af-a2e4-55421eec38d7 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.175741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.175741Z digest=sha256:b3bf6f58fa2363f2319a7c8df30db0672f4dc8d8be8a8863e8e6865d706537ef

Observation 2e1662f1-d1e7-425b-8e49-7c6f65f46ad8 · outbound

This paper cites OpenAI Gym.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces OpenAI Gym

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.179797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.179797Z digest=sha256:c3bfd532cbfd2c44f2f386ed6e170152ef396f11484482a31311eed0148f0a37

Observation ef9e94a4-e0c2-4e61-bd2b-dd1e0eebdf48 · outbound

This paper cites Browne, Edward Powley, Daniel Whitehouse, Simon M.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Browne, Edward Powley, Daniel Whitehouse, Simon M

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.183623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.183623Z digest=sha256:87f41bb55dae4e35b74f4838b5ffda9c9f1a87531d613c55c29b9930407be0ed

Observation 9b807791-7478-4d63-a648-c73a233304b2 · outbound

This paper cites Brumby and Susan Zhuang.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Brumby and Susan Zhuang

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.187049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.187049Z digest=sha256:0efee7fdd8f22f1ba8f5434bbcecb9e47f9f0770e87e6785034a4675cabba0e8

Observation bbca1cb8-391a-4bbb-8898-7c51333c0fb1 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:23:41.877358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.190765Z digest=sha256:d9008dc5afe236442db0179c402453806e9696d5d1404dacc5e5c9e96e35f82b

Observation 62cd1079-8d0f-46f6-a5f7-4e2fc1f76815 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:23:41.861482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.194818Z digest=sha256:d96d7385418371130d07b6a05d8bbc314f0867f6c29fc5b692028a1518762d64

Observation 45b63296-6759-4358-a520-892aadcc7548 · outbound

This paper cites Deep reinforcement learning from human preferences.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Deep reinforcement learning from human preferences

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.199073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.199073Z digest=sha256:ce2754b3f49bf514ccf4c41f4b71cadd1123246903c3766823aa91e0f958f8cb

Observation caf54fee-c013-4cc4-b9b9-cb2e6d521593 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:23:41.755045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.204027Z digest=sha256:8aeeefd602b99b97fe52081a607f362d6ddc7e094ce80ac938e8eb8a691faca7

Observation abb04860-8734-4132-9c46-484b2fb9a5ec · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 14

Resolution
verified exact
doi, observed 2026-08-16T05:23:40.842368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.243586Z digest=sha256:f98107f1ed5f168fc8e70851bac4ef7b8cc172b2c417ad12b65dc98bee46035e

Observation c452dc56-f632-470a-b17f-cc6ac2bbe5a7 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:23:41.682133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.270602Z digest=sha256:eacf1914b43c3cc8b72c5ecadaacff60e004209a189fb437e29dc25c69115f4a

Observation f06efaf0-89fa-45c2-913c-657b2c0b677b · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.311197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.311197Z digest=sha256:527f5ebe7a04e8301f91f2ed45faf710166ebd74cd47c87b20514928d02a2e3e

Observation 7a690ae6-a6e1-4532-82a6-84a6fa58262a · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.368632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.368632Z digest=sha256:35b603d5481f7a6e5144f78c4cc1e8663314b08e8d18b493df7e3d022620212a

Observation bc9dc4d8-4bfb-496d-ad29-eccddd69ec9e · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:23:41.670525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.373381Z digest=sha256:e55c04739f730815f13ca7cea4f1405eb52b59e1fb3773b2d39fc4c792929fa0

Observation 6e22bc78-197a-4549-9492-15dd2734ebf7 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.377370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.377370Z digest=sha256:622f6c37cfa0a27c7e926ea0e9f4d018c836801a9f3bcad71d62e17e2b185121

Observation 7315dc57-fa79-4473-a60f-fd079606bc71 · outbound

This paper cites Koo and Mae Y.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Koo and Mae Y

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.381630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.381630Z digest=sha256:2dd5a20f83ffd40d3c31c5b8095e9cbf334b0c80d1cc092b2e064d40f420fc69

Observation 4a3cf7a5-bd0b-4337-b9d4-0631579890b0 · outbound

This paper cites Brockhoff, and Rune H.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Brockhoff, and Rune H

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.385644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.385644Z digest=sha256:d29379c3ab22caa67a56425f830ec5d25b44f4f03b5782c08a0bef0c7e2450b7

Observation 572c42e4-bba6-4cec-aca4-c2b9786abd88 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.389437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.389437Z digest=sha256:0e02e785f3fbe38171e3ee842dba241267a6681792acba18a0affe731b7511ee

Observation 8c264171-f429-4eb0-a58e-960512413ac1 · outbound

This paper cites MARLUI: Multi-Agent Reinforcement Learning for Adaptive UIs.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces MARLUI: Multi-Agent Reinforcement Learning for Adaptive UIs

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-16T05:23:41.298084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.393847Z digest=sha256:7ace2914ebc2cb293df0031b1475233115da499ab4f9af7a7e3bdb50fa02b924

Observation d0f542a5-0a7d-4cad-b44c-c7affbaaa61a · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.397909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.397909Z digest=sha256:75d3093518c83bd63712ce0f2d6bdf14da49ce5d322a72c7ecf3bc3b0229b014

Observation 3f983d9f-488e-43d0-be1a-67ffdedd9446 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:23:41.657733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.402288Z digest=sha256:5d3480d4ea8de65f3ca190ae5c119c70c30b49d88e51e31ea70aebf2da762931

Observation 75c374b3-fa55-407e-b2cf-8cb5ee885dc3 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:23:41.645598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.405850Z digest=sha256:4bd3e8cd3d7063952fd7cf534336936d635603d184467302f9b7caf75a2dc5f8

Observation 2b283876-ac7a-45fc-a0ac-d6a06a73ca6b · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.410131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.410131Z digest=sha256:db7740e58e70f51297c75212e5e8e4d8fc86f0c800ce82853988a6d64107cd9f

Observation 6e748bf7-d0c5-4abf-b8cc-1f0f12fb10e4 · outbound

This paper cites O’Brien, Paul Cairns, and Mark Hall.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces O’Brien, Paul Cairns, and Mark Hall

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.414446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.414446Z digest=sha256:97f3f7abaf7b91b718d405d395f325b3f854d8dea7e4c7c77eb23d8076b6e7a3

Observation 4c22ac00-8c00-48eb-8bb9-0eac3031f9d3 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 29

Resolution
verified exact
doi, observed 2026-08-16T05:23:40.788274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.441395Z digest=sha256:7ac72d79146ef9a530bd48af8a1877f23b1727a1c57bc75324520f6a1030870d

Observation fc3c8438-7c52-42ff-8e3f-ee07edc83ce6 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:23:41.626945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.513478Z digest=sha256:276c79e529aaad6b3efc0f59c6bb1d41e67c4b8fd48d7f5c3e2bf41a2b26438f

Observation db067fda-7fda-4005-b7a0-c35f61aaf213 · outbound

This paper cites Subcommittee SC 4.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Subcommittee SC 4

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:23:41.615201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.567817Z digest=sha256:e75774a52b763f397b6add7dba588b2366c640507866eadaafdb9cfdf3110e4d

Observation c6ad2a7b-13a2-4ab1-a8d7-cdbe8bf641b8 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.597442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.597442Z digest=sha256:3f51f17509890abecd115dff0713e3df05cfa03f35525964335d21405f7c382f

Observation ce093298-27ea-4110-9f45-922eedc28b73 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.600635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.600635Z digest=sha256:43db915287636919ce79b871150a91f4d355cf98f2257918161f4202734acc72

Observation ef4365b6-2361-4aaf-8bd0-95cfd4ca2337 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 34

Resolution
metadata mismatch
raw_fallback, observed 2026-08-16T05:23:41.073546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.604074Z digest=sha256:9952a8cefea61876c571f9d44db1d9780d8f2ad9d3bddaac768131f658ef1ec1

Observation 80bc74ac-0ac6-4fdf-b998-e254dab8fefd · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 35

Resolution
verified exact
doi, observed 2026-08-16T05:23:40.776297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.607687Z digest=sha256:787e232a537e2b0a2643b1cde451cc7a944654270a98a914ae6352429f08fd30

Observation 873f44dd-c1a8-4c69-9061-a9844d59a76d · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-16T05:23:40.611241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:23:40.611241Z digest=sha256:01ff07bc0cb73744770f39789e8b9ccacaec28f53cb793098d36e73099ee8850

Observation 889652f8-a3ba-40a9-93d2-c6e83e5a48fe · outbound

This paper cites Ohlsson, Björn Regnell, and Anders Wesslén.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Ohlsson, Björn Regnell, and Anders Wesslén

Reference 37

Resolution
verified exact
doi, observed 2026-08-16T05:23:40.685408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.614909Z digest=sha256:c987f5dd4d4138e19deb037fedec1c2e8becf35a49685655b394f380d196a379

Observation be1ce0fd-fe0e-448c-96de-a3023ee19dc3 · outbound

This paper cites Uni-RLHF: Universal Platform and Benchmark Suite for Reinforcement Learning with Diverse Human Feedback.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Uni-RLHF: Universal Platform and Benchmark Suite for Reinforcement Learning with Diverse Human Feedback

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-08-16T05:23:40.894832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.618296Z digest=sha256:ce6c98dcdd35d0442d7038025c5c9edaddf3826c2a275f54051432500beeb082

Observation 0f250df0-3809-4d5e-a931-71cd20ae12d4 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 39

Resolution
verified exact
doi, observed 2026-08-16T05:23:40.651614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.621617Z digest=sha256:ece27c496e291244f2b3980339951109ab0bb0740fb6b0dbf0c5925261dc9b17

Observation 7386cb2e-7245-45dd-96ca-3865d465b048 · outbound

This paper cites an unresolved cited work.

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:23:41.892478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:23:40.171911Z digest=sha256:b676e4043e36ca5fefedd259c051c109bff89cd7e5d057749df7989cfe68563a

Pith citing papers

No inbound Pith citation observations are available.